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Asst.Prof.Dr. Saichon Jaiyen |
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Present Position :
Email : saichon.jai@sit.kmutt.ac.th Tel : 0-2470-9817 |
Academic Background
- Ph.D. (Computer Science)
2011, Chulalongkorn University - M.Sc. (Computational Science)
2004, Chulalongkorn University - B.Sc. (Mathematics)
2000, Kasetsart University
Teaching Experience
- Artificial Intelligence
- Artificial Neural Networks and Deep Learning
- Machine Learning
Research Interests
- Artificial Intelligence
- Machine Learning
- Artificial Neural Networks
- Deep Learning
Certificates
- Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning, April 2020, Coursera
- Neural Networks and Deep Learning, August 2017, Coursera
- Microsoft Professional Orientation: Data Science, Jun 2017, Microsoft Corporation
- Introduction to Python for Data Science, March 2017, Microsoft Corporation
Publications Before 2021
- Thaloengpattarakoon Sanboon, Kamol Keatruangkamala, and Saichon Jaiyen, 2019, A Deep Learning Model for Predicting Buy and Sell Recommendations in Stock Exchange of Thailand using Long Short-Term Memory, Computer and Communication Systems, 4th (ICCCS) , 2019, : Jul 23, 2019
- Boonyawee Grodniyomchai, Khattiya Chalapat, Kulsawasd Jitkajornwanich, and Saichon Jaiyen, 2019, A Deep Learning Model for Odor Classification Using Deep Neural Network, Engineering, Applied Sciences and Technology, 5th (ICEAST) , 2019, : Jul 2, 2019
- Ployphan Sornsuwit, and Saichon Jaiyen, 2019, A New Hybrid Machine Learning for Cybersecurity Threat Detection Based on Adaptive Boosting, Applied Artificial Intelligence, DOI: 10.1080/08839514.2019.1582861, Print ISSN: 0883-9514 Online ISSN: 1087-6545, Taylor & Francis , Vol.33, Issue 5, : Mar 1, 2019, Vol.33, Issue 5, Pp. 462-482
- Setthanun Thongsuwan, Praveen Agarwal, and Saichon Jaiyen, 2019, A Deep One-Pass Learning based on Pre-Training Weights for Smartphone-Based Recognition of Human Activities and Postural Transitions, Communications in Mathematics and Applications, DOI: 10.26713/cma.v10i3.1269, ISSN 0975-8607 (online); 0976-5905 (print), RGN Publications, Vol. 10, No. 3, : 2019, Vol. 10, No. 3, pp. 541–560
- Mongkhon Thakong, Suphakant Phimoltares, Saichon Jaiyen, and Chidchanok Lursinsap, 2018, One-pass-throw-away learning for cybersecurity in streaming non-stationary environments by dynamic stratum network, PLOS ONE, https://doi.org/10.1371/journal.pone.0202937, ISSN 19326203, Public Library of Science, : Sep 6, 2019
- Mongkhon Thakong, Suphakant Phimoltares, Saichon Jaiyen, and Chidchanok Lursinsap, 2017, Fast Learning and Testing for Imbalanced Multi-Class Changes in Streaming Data by Dynamic Multi-Stratum Network, IEEE Access, IEEE, Vol. 5, : Jun 9, 2017, Vol. 5, Pp.10633 - 10648
- Pumitara Ruangthong, and Saichon Jaiyen, 2016, Hybrid Ensembles of Decision Trees and Bayesian Network for Class Imbalance Problem, Knowledge and Smart Technology , 8th (KST) , 2016, : Feb 3, 2016, ChiangMai, Thailand
- Niphat Claypo, and Saichon Jaiyen, 2016, Automatic Keyword Selection for Sentiment Analysis Using Class Dependency and Dissimilarity, Computer Science and Software Engineering, 13th (JCSSE) , 2016, : Jul 13, 2016, Khon Kaen, Thailand
- Yotsapat Ruangpaisarn, and Saichon Jaiyen, 2015, sEMG Signal Classification Using SMO Algorithm and Singular Value Decomposition, Information Technology and Electrical Engineering, 7th (ICITEE) , 2015, : Oct 29, 2015, Chiang Mai, Thailand
- Ployphan Sornsuwit, and Saichon Jaiyen, 2015, Intrusion Detection Model Based on Ensemble Learning for U2R and R2L Attacks, Information Technology and Electrical Engineering, 7th (ICITEE) , 2015, : Oct 29, 2015, Chiang Mai, Thailand
- Nattawut Chairatanasongporn, and Saichon Jaiyen, 2015, A Hybrid Ensemble of Machine and Statistical Learning Using Confidence-Based Boosting, Information Technology and Electrical Engineering, 7th (ICITEE) , 2015, : Oct 29, 2015, Chiang Mai, Thailand
- Warid Petprasit, and Saichon Jaiyen, 2015, Web Content Extraction Based on Subject Detection and Node Density, Knowledge and Smart Technology , 7th (KST) , 2015, : Jan 28, 2015, Chonburi, Thailand
- Niphat Claypo, and Saichon Jaiyen, 2015, Opinion Mining for Thai Restaurant Reviews using K-Means Clustering and MRF Feature Selection, Knowledge and Smart Technology , 7th (KST) , 2015, : Jan 28, 2015, Chonburi, Thailand
- Takdanai Suwan, Saichon Jaiyen, and Rungrat Wiangsripanawan, 2015, Edited Audio Detection using Ensemble Learning, Knowledge and Smart Technology , 7th (KST) , 2015, : Jan 28, 2015, Chonburi, Thailand
- Warid Petprasit, andSaichon Jaiyen, 2015, E-Commerce Web Page Classification Based on Automatic Content Extraction, Computer Science and Software Engineering, 12th (JCSSE) , 2015, : Jun 22, 2015, Songkhla, Thailand
- Pumitara Ruangthong, and Saichon Jaiyen, 2015, Bank Direct Marketing Analysis of Asymmetric Information Based on Machine Learning, Computer Science and Software Engineering, 12th (JCSSE) , 2015, : Jun 22, 2015, Songkhla, Thailand
- Niphat Claypo, and Saichon Jaiyen, 2015, A New Feature Selection Based on Class Dependency and Feature Dissimilarity, Advanced Informatics: Concepts, Theory and Applications, 2nd (ICAICTA) , 2015, : Aug 19, 2015, Chonburi, Thailand
- Anusorn Charleonnan, and Saichon Jaiyen, 2015, A New Ensemble Model based on Linear Mapping, Nonlinear Mapping, and Probability Theory for Classification Problems, Computer Science and Software Engineering, 12th (JCSSE) , 2015, : Jun 22, 2015, Songkhla, Thailand
- Niphat Claypo, and Saichon Jaiyen, 2014, Opinion Mining for Thai Restaurant Reviews using Neural Networks and mRMR Feature Selection, International Computer Science and Engineering Conference (ICSEC) , 2014, : Jul 30, 2014, Khon Kaen, Thailand
- Mongkhon Thakong, Suphakant Phimoltares, Saichon Jaiyen and Chidchanok Lursinsap, 2013, One-Pass-Throw-Away Learning Algorithm Based on Hybridization of LDA and PCA, Information Science and Applications (ICISA) , 2013, : Jun 3, 2013
- Saichon Jaiyen, Chidchanok Lursinsap, and Suphakant Phimoltares, 2010, A Very Fast Neural Learning for Classification Using Only New Incoming Datum, IEEE Transactions on Neural Networks, Vol.21, Issue: 3, : Mar 3 2010, Vol.21, Issue: 3, pp 381 - 392
- Saichon Jaiyen,Chidchanok Lursinsap, and Suphakant Phimoltares, 2009, A Versatile Hyper-Ellipsoidal Basis Function for Function Approximation in High Dimensional Space, 2009, pp 756-765
Publications
- Khajontantichaikun, T., Jaiyen, S., Yamsaengsung, S., Mongkolnam, P., and Chirapornchai, T.,2023, Facial Emotion Detection for Thai Elderly People using YOLOv7, International Conference on Knowledge and Smart Technology, 15th (KST ) , 2023, : Feb 21-24,2023, Phuket, Thailand, pp. 1-4
- Khajontantichaikun, T., Jaiyen, S., Yamsaengsung, S., Mongkolnam, P., and Ninrutsirikun, U.,2022, Emotion Detection of Thai Elderly Facial Expressions using Hybrid Object Detection (), International Computer Science and Engineering Conference, 26th (ICSEC ) , 2022, : Dec 21-23, 2022, Sakon Nakhon, Thailand, pp 1-5
- Vajeethaveesin, T., Panboonyuen, T., Lawawironjwong, S., Srestasathiern, P., Jaiyen, S, and Jitkajornwanich, K.,2022, Performance Comparison between GIS-based and Neuron Network Methods for Flood Susceptibility Assessment in Ayutthaya Province , TRENDS IN SCIENCES, https://doi.org/10.48048/tis.2022.2038, VOL. 19 NO. 2 , : Jan 15, 2022, Nakhon Si Thammarat, Vol. VOL. 19 NO. 2 , pp.1-19
